{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "630b0bcb-f8f2-43f6-8031-558a3d8bc405",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入包\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7efe5757-232b-4118-840e-1760d63430ef",
   "metadata": {},
   "source": [
    "## FacetGrid对象的绘图细节\n",
    "\n",
    "FacetGrid提供了Figure级的接口，方便用户更为简单地调用各种Axes级别的绘图工具。\n",
    "\n",
    "#### 重点\n",
    "* FacetGrid对象可以调用map方法进行统一绘图\n",
    "    * map方法调用Axes级的方法进行绘图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "01e3906f-af20-4c53-a2d6-e50aafb6e632",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读取数据(seaborn提供测试数据)\n",
    "tips = pd.read_csv(\"dataset/tips.csv\")\n",
    "# 查看数据\n",
    "tips.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "250d2feb-d8db-44f0-a5f8-b0826de5311f",
   "metadata": {},
   "source": [
    "### 设置图例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "660251c9-6178-4060-aae6-acec3eba6f00",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nathanwu/Opt/mambaforge/envs/jpt/lib/python3.11/site-packages/seaborn/axisgrid.py:118: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x19053f5d0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1296.38x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 初始化一个FacetGrid对象\n",
    "# hue参数用于设置按指定的字段取值分颜色绘制\n",
    "    # 例如，hue=\"time\"为设定按 “time”的取值在子图上绘图不同颜色\n",
    "fg1 = sns.FacetGrid(tips, col=\"day\", hue=\"time\")\n",
    "fg1.map(plt.scatter, \"total_bill\", \"tip\")\n",
    "# add_legend方法可以添加图例的绘制\n",
    "     # title参数设定图例的标题\n",
    "    # 如果不指title则定默认显示为hue参数接收的字段名\n",
    "fg1.add_legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "895bbac1-780f-4842-8440-1549465112d5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nathanwu/Opt/mambaforge/envs/jpt/lib/python3.11/site-packages/seaborn/axisgrid.py:118: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1299.62x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 初始化一个FacetGrid对象\n",
    "# hue参数用于设置按指定的字段取值分颜色绘制\n",
    "    # 例如，hue=\"time\"为设定按 “time”的取值在子图上绘图不同颜色\n",
    "# seaborn可以通过set函数的rc参数来设置字体\n",
    "sns.set(rc={\"font.sans-serif\":\"Songti SC\"})\n",
    "fg2 = sns.FacetGrid(tips, col=\"day\", hue=\"time\")\n",
    "fg2.map(plt.scatter, \"total_bill\", \"tip\")\n",
    "\n",
    "# add_legend方法可以添加图例的绘制\n",
    "    # title参数设定图例的标题\n",
    "    # 如果不指title则默认显示为hue参数接收的字段名\n",
    "    # 例如，title=\"用餐时段\"就是把原来默认显示的“time”改成了“用餐时段”\n",
    "# lable_order参数可以设定图例项的显式顺序\n",
    "fg2.add_legend(title=\"用餐时段\", label_order=[\"Lunch\", \"Dinner\"])\n",
    "# 通过FacetGrid对象可以直接访问legend属性修改具体图例信息\n",
    "for text, label in zip(fg2.legend.texts, [\"午餐\", \"晚餐\"]):\n",
    "    text.set_text(label)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c1e0ed0-a5b1-4352-a539-619cba42d1ad",
   "metadata": {},
   "source": [
    "### 设置标题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "500b1a3b-d339-4dac-932e-eca732cfd89d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nathanwu/Opt/mambaforge/envs/jpt/lib/python3.11/site-packages/seaborn/axisgrid.py:118: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1908fbd90>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 初始化一个FacetGrid对象\n",
    "# hue参数用于设置按指定的字段取值分颜色绘制\n",
    "    # 例如，hue=\"time\"为设定按 “time”的取值在子图上绘图不同颜色\n",
    "fg3 = sns.FacetGrid(tips, col=\"day\", hue=\"time\")\n",
    "# fg3 = sns.FacetGrid(tips, row=\"day\", hue=\"time\")\n",
    "fg3.map(plt.scatter, \"total_bill\", \"tip\")\n",
    "\n",
    "# 通过set_title方法可以设置标题\n",
    "    # 通过template参数可以所有子图设定统一的标题模板\n",
    "    # \"{col_var}\" / \"{row_var}\"：子图对应的列（行）字段名\n",
    "    # \"{col_name}\" / \"{row_name}\"：子图对应的列（行）值\n",
    "fg3.set_titles(template=\"Title: {col_var} - {col_name}\")\n",
    "# fg3.set_titles(template=\"{row_var}: {row_name}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37e1078d-bee6-4328-9bf0-4038a2362b73",
   "metadata": {},
   "source": [
    "### 设置坐标轴标题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8865a5de-ce77-4f45-aacf-dd63729265a6",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nathanwu/Opt/mambaforge/envs/jpt/lib/python3.11/site-packages/seaborn/axisgrid.py:118: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x190962190>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 初始化一个FacetGrid对象\n",
    "# hue参数用于设置按指定的字段取值分颜色绘制\n",
    "    # 例如，hue=\"time\"为设定按 “time”的取值在子图上绘图不同颜色\n",
    "fg4 = sns.FacetGrid(tips, col=\"day\", hue=\"time\")\n",
    "fg4.map(plt.scatter, \"total_bill\", \"tip\")\n",
    "\n",
    "# 通过set_axis_labels方法可以设置坐标轴的标题\n",
    "    # 如果做设置则默认显示x轴和y轴接收的字段名\n",
    "    # 例如，设定x轴的标签为\"总消费\", 设定y轴的标签为“小费”\n",
    "    # 也可以分别单独调用set_xlables和set_ylabels方法来实现\n",
    "fg4.set_axis_labels(x_var=\"总消费\", y_var=\"小费\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5760f387-8371-46a7-947a-5f031cafe427",
   "metadata": {},
   "source": [
    "### 设置坐标轴刻度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "699514fc-dc7c-4ffd-8dec-79166d40341f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nathanwu/Opt/mambaforge/envs/jpt/lib/python3.11/site-packages/seaborn/axisgrid.py:118: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x190a3e3d0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 初始化一个FacetGrid对象\n",
    "# hue参数用于设置按指定的字段取值分颜色绘制\n",
    "    # 例如，hue=\"time\"为设定按 “time”的取值在子图上绘图不同颜色\n",
    "fg5 = sns.FacetGrid(tips, col=\"day\", hue=\"time\")\n",
    "fg5.map(plt.scatter, \"total_bill\", \"tip\")\n",
    "\n",
    "# 通过set方法可以设置所有Axes对象的属性\n",
    "    # 例如，设定x轴的刻度显示\n",
    "    # 也可以单独调用set_xticklabels方法来实现\n",
    "fg5.set(xticks=range(0,50,10), xticklabels=[\"$%d\"%x for x in range(0,50,10)])\n",
    "    # 例如，设定底图的颜色\n",
    "fg5.set(facecolor=\"pink\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1af7405b-e96a-481e-abfe-a5241632d27d",
   "metadata": {},
   "source": [
    "### 设置坐标轴标题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bcfac9a3-384c-46fb-8633-5e773447b642",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nathanwu/Opt/mambaforge/envs/jpt/lib/python3.11/site-packages/seaborn/axisgrid.py:118: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 初始化一个FacetGrid对象\n",
    "# hue参数用于设置按指定的字段取值分颜色绘制\n",
    "    # 例如，hue=\"time\"为设定按 “time”的取值在子图上绘图不同颜色\n",
    "fg6 = sns.FacetGrid(tips, col=\"day\", hue=\"time\")\n",
    "fg6.map(plt.scatter, \"total_bill\", \"tip\")\n",
    "\n",
    "# FacetGrid对象可以通过figure属性拿到grid下的matplotlib.figure.Figure\n",
    "    # 具体用法参考matplotlib.figure.Figure的用法\n",
    "    # 例如，设置dpi为100\n",
    "fg6.figure.set_dpi(100)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
